{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kangaroo aquarium_fish skyscraper mushroom cloud rocket tractor trout turtle hamster crab  cockroach house tank  crocodile oak_tree streetcar rose  snail table motorcycle shrew forest tiger sunflower keyboard sea   pear  dinosaur bear  pear  rabbit\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 2)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 4)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.2653,train_acc:6.3440,train_top5_acc:21.4120,test_loss:3.6650,test_acc:13.0100,test_top5_acc:36.4800\n",
      "epoch:1,train_loss:3.4152,train_acc:17.7000,train_top5_acc:44.2940,test_loss:3.0928,test_acc:24.8400,test_top5_acc:53.1000\n",
      "epoch:2,train_loss:2.9004,train_acc:27.6500,train_top5_acc:58.0340,test_loss:2.7140,test_acc:31.5100,test_top5_acc:62.3700\n",
      "epoch:3,train_loss:2.4396,train_acc:37.0100,train_top5_acc:68.3660,test_loss:2.3310,test_acc:39.4000,test_top5_acc:70.0000\n",
      "epoch:4,train_loss:2.0126,train_acc:46.4120,train_top5_acc:76.9820,test_loss:2.0979,test_acc:45.3800,test_top5_acc:75.4000\n",
      "epoch:5,train_loss:1.6381,train_acc:54.8620,train_top5_acc:83.8920,test_loss:1.9788,test_acc:47.6600,test_top5_acc:77.6000\n",
      "epoch:6,train_loss:1.3088,train_acc:62.8300,train_top5_acc:89.0580,test_loss:1.9213,test_acc:49.8800,test_top5_acc:79.2800\n",
      "epoch:7,train_loss:0.9950,train_acc:70.7560,train_top5_acc:93.4360,test_loss:2.0290,test_acc:49.3700,test_top5_acc:79.2900\n",
      "epoch:8,train_loss:0.7099,train_acc:78.5800,train_top5_acc:96.4860,test_loss:2.1833,test_acc:49.3300,test_top5_acc:77.7300\n",
      "epoch:9,train_loss:0.4920,train_acc:84.9560,train_top5_acc:98.4120,test_loss:2.2748,test_acc:49.0500,test_top5_acc:77.3400\n",
      "epoch:10,train_loss:0.3472,train_acc:89.3280,train_top5_acc:99.2620,test_loss:2.4082,test_acc:48.4000,test_top5_acc:76.9400\n",
      "epoch:11,train_loss:0.2829,train_acc:91.3460,train_top5_acc:99.5420,test_loss:2.4698,test_acc:48.5600,test_top5_acc:76.9800\n",
      "epoch:12,train_loss:0.2314,train_acc:92.8840,train_top5_acc:99.7040,test_loss:2.5935,test_acc:48.5700,test_top5_acc:75.8500\n",
      "epoch:13,train_loss:0.1961,train_acc:94.2260,train_top5_acc:99.7680,test_loss:2.4305,test_acc:50.0700,test_top5_acc:77.9100\n",
      "epoch:14,train_loss:0.1779,train_acc:94.8020,train_top5_acc:99.7780,test_loss:2.5746,test_acc:48.9000,test_top5_acc:76.5400\n",
      "epoch:15,train_loss:0.1955,train_acc:94.1240,train_top5_acc:99.7860,test_loss:2.4720,test_acc:49.0100,test_top5_acc:77.0700\n",
      "epoch:16,train_loss:0.1683,train_acc:94.9820,train_top5_acc:99.8400,test_loss:2.5305,test_acc:49.5900,test_top5_acc:76.8600\n",
      "epoch:17,train_loss:0.1692,train_acc:94.9900,train_top5_acc:99.8160,test_loss:2.6365,test_acc:48.4900,test_top5_acc:75.8800\n",
      "epoch:18,train_loss:0.1882,train_acc:94.2160,train_top5_acc:99.7740,test_loss:2.5650,test_acc:49.0200,test_top5_acc:76.2300\n",
      "epoch:19,train_loss:0.1705,train_acc:95.0080,train_top5_acc:99.8240,test_loss:2.5651,test_acc:49.0600,test_top5_acc:77.6400\n",
      "epoch:20,train_loss:0.1624,train_acc:95.1440,train_top5_acc:99.8420,test_loss:2.5960,test_acc:48.2000,test_top5_acc:75.6300\n",
      "epoch:21,train_loss:0.1669,train_acc:95.1260,train_top5_acc:99.8040,test_loss:2.6915,test_acc:49.0800,test_top5_acc:76.0900\n",
      "epoch:22,train_loss:0.1348,train_acc:96.1480,train_top5_acc:99.8740,test_loss:2.6384,test_acc:48.7700,test_top5_acc:77.3500\n",
      "epoch:23,train_loss:0.1442,train_acc:95.8420,train_top5_acc:99.8640,test_loss:2.6212,test_acc:48.3400,test_top5_acc:75.6700\n",
      "epoch:24,train_loss:0.1641,train_acc:95.1720,train_top5_acc:99.8320,test_loss:2.5961,test_acc:48.4600,test_top5_acc:75.7300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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